{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\tools\\python36\\lib\\site-packages\\pandas_datareader\\base.py:230: SymbolWarning: Failed to read symbol: 'AAPL', replacing with NaN.\n",
      "  warnings.warn(msg.format(sym), SymbolWarning)\n",
      "c:\\tools\\python36\\lib\\site-packages\\pandas_datareader\\base.py:230: SymbolWarning: Failed to read symbol: 'MSFT', replacing with NaN.\n",
      "  warnings.warn(msg.format(sym), SymbolWarning)\n",
      "c:\\tools\\python36\\lib\\site-packages\\pandas_datareader\\base.py:230: SymbolWarning: Failed to read symbol: 'AMZN', replacing with NaN.\n",
      "  warnings.warn(msg.format(sym), SymbolWarning)\n",
      "c:\\tools\\python36\\lib\\site-packages\\pandas_datareader\\base.py:230: SymbolWarning: Failed to read symbol: 'FB', replacing with NaN.\n",
      "  warnings.warn(msg.format(sym), SymbolWarning)\n",
      "c:\\tools\\python36\\lib\\site-packages\\pandas_datareader\\base.py:230: SymbolWarning: Failed to read symbol: 'GOOG', replacing with NaN.\n",
      "  warnings.warn(msg.format(sym), SymbolWarning)\n"
     ]
    }
   ],
   "source": [
    "from pandas  import Series, DataFrame\n",
    "\n",
    "import pandas_datareader as pdr\n",
    "import pandas_datareader.data as web\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "#%matplotlib inline\n",
    "\n",
    "import datetime\n",
    "\n",
    "start = datetime.datetime(2015,1,1)\n",
    "company= [\"AAPL\", \"MSFT\",\"AMZN\",\"FB\",\"GOOG\",\"NOK\"]\n",
    "top_tech_df = pdr.get_data_yahoo(company,start=start)['Adj Close']\n",
    "top_tech_df.head()\n",
    "top_tech_df.plot()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_tech_df[['AAPL','FB','MSFT',\"NOK\"]].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1d325d6b9e8>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(top_tech_df.dropna())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "124.91492553710938"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_tech_df['AAPL'].quantile(0.52)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "39.58700790405273"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_tech_df['MSFT'].quantile(0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.02310202782790107"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vips = pdr.get_data_yahoo('VIPS', start = start)['Adj Close']\n",
    "vips.plot()\n",
    "vips.pct_change().quantile(0.2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.01210793182379859"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "NOK= pdr.get_data_yahoo('NOK', start = start)['Adj Close']\n",
    "NOK.head()\n",
    "NOK.plot()\n",
    "NOK.pct_change().quantile(0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from pandas  import Series, DataFrame\n",
    "\n",
    "import pandas_datareader as pdr\n",
    "import pandas_datareader.data as web\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# %matplotlib inline\n",
    "\n",
    "import datetime\n",
    "\n",
    "start = datetime.datetime(2017,1,1)\n",
    "end = datetime.date.today()\n",
    "# stock = web.DataReader(\"600519.SS\", \"yahoo\", start, end)\n",
    "stock = web.DataReader(\"NOK\", \"yahoo\", start, end)\n",
    "#print(stock)\n",
    "print(stock.head())\n",
    "print(stock.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
